{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import alphalens # 因子分析\n",
    "\n",
    "import pickle\n",
    "\n",
    "import scipy.stats as st\n",
    "import statsmodels.api as sm\n",
    "\n",
    "from tqdm import *\n",
    "from jqdata import *\n",
    "\n",
    "# 多进程\n",
    "from CalFunc import *  # <===自定义的需要多进程计算的函数\n",
    "from multiprocessing import Pool \n",
    "\n",
    "pd.set_option('display.max_r',10)\n",
    "\n",
    "m_cpu= 2 # cpu几核就设置几\n",
    "\n",
    "# 日期\n",
    "import calendar # 日历\n",
    "from dateutil.parser import parse\n",
    "\n",
    "# 画图\n",
    "import seaborn as sns\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdate\n",
    "import matplotlib.ticker as ticker \n",
    "import matplotlib.gridspec as mg # 不规则子图\n",
    "pd.plotting.register_matplotlib_converters()\n",
    "\n",
    "# 设置字体 用来正常显示中文标签\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "#plt.rcParams['font.family']='serif' # pd.plot中文\n",
    "# 用来正常显示负号\n",
    "mpl.rcParams['axes.unicode_minus'] = False\n",
    "# 图表主题\n",
    "plt.style.use('seaborn')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 买卖压力度量因子的逻辑\n",
    "\n",
    "## 市场微观分析\n",
    "\n",
    "从微观上看，股票的任何一笔成交价格都是买卖双方撮合的结果，在某一特定价格区域，如果买盘量大于卖盘量，低价位卖盘撮合完成后会撮合高价位的卖盘，最终成交价格上涨，相反卖盘量大于买盘，最终成交价格下跌。 \n",
    "\n",
    "我们假设市场上分成两类投资者A和B，在某一时间区间内对某只股票，A类投资者已经根据事先的研究判断决定了买卖方向，等待交易时机，该类投资者一般着眼于中长期，B类交易者对股票没有方向判别，相机而动，属于噪音交易者或者专注于短期投机、短期套利的投资者。从以上的分析我们可以看出，来自B类投资者关注的视野较短，买盘或者卖盘不稳定，买卖的连续性不高，因此本期的买盘卖盘对未来影响不大。我们重点关注 A类投资者，假设投资者已经确定在某时间区间内买入某只股票，那么一个理性的投资者应该在区间内逢低买入，这样就会造成在区间内价格相对较低的位置成交量大，价格相对较高时成交量小， 相反A类投资者卖出时，成交量在价格较高时较大，价格较低时成交量小。通过对A类投资者交易行为分析，**我们发现当A类投资者买入时，股票在价格低位的成交量相对于价格高位的成交量大，当A类投资者卖出时，股票在价格低位的成交量相对价格高位的低。**\n",
    "\n",
    "最后，我们要说明的是A类投资者如何识别当前价格是区间内低位还是区间内高位，从技术上讲，投资者只能从左侧看是不是高位或者低位，如果 A类投资者在左侧高位卖出时， 股票价格会向下承压，这样从右侧看处于高位的可能性也较大，相反，如果 A 类投资者在左侧低位买入，股票大概率会上涨，这样从右侧看处于低位的可能性也较大。因此，**A 类投资者逢低买入或者逢高卖出是个自适应的过程，即使投资者不能够事先判断局部高位、或者局部低位，也能通过自己的交易行为实现。**\n",
    "\n",
    "**两类投资者特点**\n",
    "\n",
    "```\n",
    "A类投资者\n",
    "\n",
    "- 事先既定交易方向\n",
    "- 等待交易时机\n",
    "- 着眼于中长期\n",
    "- 买卖盘稳定性高\n",
    "- 对后期股票价格影响大\n",
    "\n",
    "\n",
    "B类投资者\n",
    "\n",
    "- 事先没有交易方向\n",
    "- 即时完成交易\n",
    "- 着眼于短期\n",
    "- 买卖盘不稳定\n",
    "- 对后期影响小\n",
    "```\n",
    "\n",
    "综上，如果在在某一区间内A类投资者持续买入，那么成交量在价格低位相对较大，如果持续卖出，那么成交量在价格高位相对较大。因此，我们就可以根据股票价格和成交量的 关系来度量 A 类投资者是买卖压力，考虑到 A 类投资者的投资尺度相对较长，买卖持续性较 强，买入压力较大的股票后期相对收益可能更高，卖出压力较大的股票后期相对收益可能更低。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 第一部分：基础数据、函数准备、因子生成\n",
    "\n",
    "\n",
    "## 因子定义\n",
    "\n",
    "可以通过股票价格和成交量的关系来度量A类投资者的买卖压力，成交量在价格高位相对更大时卖压较大，成交量在价格低位相对更大时买压更大。成交量和价格的关系会直接影响到区间内成交量加权价格 vwap 的大小，假设成交量和价格没有关系，每个交易日成交量一样，那么区间内价格均值就是每个交易日价格的简单平 均，如果价格高位的成交量大，那么区间内 vwap 较高，如果价格低位的成交量大，那么区间 内 vwap 较低。基于这个思路我们提出了一种度量股票买卖压力的方法，股票 i 在第 m 个月\n",
    "的均价偏差（average price bias, APB）定义如下：\n",
    "\n",
    "<font size=4.5>$$APB_{i,m}=ln(\\frac{\\frac{1}{T}\\sum^T_{i=1}vwap^{t}_{i,m}}{\\frac{1}{\\sum^T_{t=1}volu^{t}_{i,m}}\\sum^T_{t=1}volu^t_{i,m}·vwap^t_{i,m}})$$</font>\n",
    "\n",
    "其中，$vwap^{t}_{i,m}$ 𝑡 表示股票 i 在第m个月份第 t 个交易日的 vwap 均价，$volu^t_{i,m}$ 𝑡 表示股票 i在第m个月份第 t 个交易日的成交量，这里均价和成交量都经过复权调整，股票 i 在第m个 月有 T 个交易日，考虑到数据分布，指标取对数化处理。 \n",
    "\n",
    "APB 定义中的分子是各个交易日 vwap 的算术平均值，分母是各个交易日成交量加权的均值，也就是这个月度区间内的 vwap。**如果股票在价格高位成交量大，那么成交量加权的均值大于算术平均，APB 取值小于零，相反，如果股票在价格低位成交量大，那么成交量加权的均值小于算术平均，APB 取值大于零，APB 取值越大，股票面临的买压越大，卖压越小。**\n",
    "\n",
    "\n",
    "## 数据准备\n",
    "\n",
    "- 获取原始行情数据，以及基础函数准备。起始时间为2014-01-01, 结束时间为2020-04-01"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 生成日度买卖压因子（apb_1d）\n",
    "\n",
    "- 每日基于日内30分钟K线度量APB（30分钟等权加权均价和成交量加权均价之比的对数），过去30个交易日求均值。\n",
    "- 每天一共9个三十分钟时间段，少于5个时间段有数据的股票不计算日度因子；在过去30个交易日中，少于15个交易日有因子数据的股票不计算apb_1d因子。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 设置时间范围\n",
    "start_date, end_date = '2014-01-01', '2020-04-01'\n",
    "begin_date = get_trade_days(end_date=start_date,count=30)[0]\n",
    "# 获取截面成分股\n",
    "security_list = get_index_stocks('000002.XSHG') + get_index_stocks(\n",
    "    '399107.XSHE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 获取日内数据 计算用于apb_1d\n",
    "def GetData(security_list: list, start_date: str, end_date: str):\n",
    "\n",
    "    days = get_trade_days(start_date, end_date)\n",
    "    temp = []\n",
    "\n",
    "    for trade in tqdm(days, desc='下载中'):\n",
    "\n",
    "        price_df = get_price(\n",
    "            security_list,\n",
    "            start_date=str(trade) + ' 9:30:00',\n",
    "            end_date=str(trade) + ' 15:00:00',\n",
    "            frequency='30m',\n",
    "            fields=['money', 'volume'],\n",
    "            panel=False)\n",
    "\n",
    "        temp.append(get_dailyapb(price_df))\n",
    "\n",
    "    df = pd.concat(temp)\n",
    "\n",
    "    return df\n",
    "\n",
    "\n",
    "# 计算apb\n",
    "def get_dailyapb(df: pd.DataFrame,) -> pd.Series:\n",
    "\n",
    "    def cal_apb(df):\n",
    "\n",
    "        if not df.empty and len(df) >= 5:\n",
    "            # 未取对数 对数计算较为简单可以后续计算\n",
    "            return np.mean(df['vwap']) / np.average(\n",
    "                df['vwap'], weights=df['volume'])\n",
    "        else:\n",
    "            return np.nan\n",
    "\n",
    "    df = df.query('volume!=0') # 过滤成交量为0的\n",
    "    df['vwap'] = df['money'] / df['volume']\n",
    "    df = df.dropna() # 过滤na\n",
    "    apb = df.groupby(['code', pd.Grouper(key='time', freq='D')]).apply(cal_apb)\n",
    "    apb.name = 'APB'\n",
    "    return apb\n",
    "\n",
    "\n",
    "# 计算apb_1d\n",
    "def Cal_APBN(ser: pd.Series):\n",
    "    if len(ser) >= 15:\n",
    "        return np.mean(ser)\n",
    "    else:\n",
    "        return np.nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "下载中:   0%|          | 0/1553 [00:00<?, ?it/s]/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:37: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "下载中: 100%|██████████| 1553/1553 [10:43:29<00:00, 23.79s/it] \n"
     ]
    }
   ],
   "source": [
    "# 11h24m24s\n",
    "# 获取分钟数据\n",
    "daily_df = GetData(security_list,begin_date,end_date)\n",
    "daily_df = daily_df.to_frame()\n",
    "daily_df.columns = ['apb'] \n",
    "\n",
    "# 数据储存\n",
    "daily_df.to_csv('../../Data/apb_1d.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 生成五日买卖压因子(apb_5d)\n",
    "\n",
    "- 基于过去5个交易日滚动计算APB，过去30个交易日求均值。\n",
    "- 在过去5个交易日中，少于3个交易日有数据的股票不计算日度因子；在过去30个交易日中，少于15个交易日有因子数据的股票不计算apb_5d因子。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def OffsetDate(end_date: str, count: int) -> datetime.date:\n",
    "    '''\n",
    "    end_date:为基准日期\n",
    "    count:为正则后推，负为前推\n",
    "    -----------\n",
    "    return datetime.date\n",
    "    '''\n",
    "\n",
    "    trade_date = get_trade_days(end_date=end_date, count=1)[0]\n",
    "    if count > 0:\n",
    "        # 将end_date转为交易日\n",
    "\n",
    "        trade_cal = get_all_trade_days().tolist()\n",
    "\n",
    "        trade_idx = trade_cal.index(trade_date)\n",
    "\n",
    "        return trade_cal[trade_idx + count]\n",
    "\n",
    "    elif count < 0:\n",
    "\n",
    "        return get_trade_days(end_date=trade_date, count=abs(count))[0]\n",
    "\n",
    "    else:\n",
    "\n",
    "        raise ValueError('别闹！')\n",
    "\n",
    "\n",
    "# 多进程\n",
    "def apply_parl(groupeds, func):\n",
    "\n",
    "    with Pool(m_cpu) as p:\n",
    "\n",
    "        res_list = p.map(func, [g for _, g in groupeds])\n",
    "\n",
    "    return pd.concat(res_list)\n",
    "\n",
    "\n",
    "def get_group_ids(df, key):\n",
    "\n",
    "    codes = df.index.get_level_values(key).drop_duplicates()\n",
    "\n",
    "    mapping = pd.Series(np.arange(0, len(codes)), index=codes)\n",
    "\n",
    "    res = df.index.get_level_values(key).map(mapping) % (m_cpu * 10)\n",
    "    \n",
    "    return res.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 滞后一期方便计算next_ret\n",
    "offset_date = OffsetDate(end_date,1)\n",
    "\n",
    "# 数据获取\n",
    "data = get_price(\n",
    "    security_list,\n",
    "    begin_date,\n",
    "    offset_date,\n",
    "    fields=['close', 'volume','paused'],\n",
    "    panel=False)\n",
    "    \n",
    "data.set_index(['code', 'time'], inplace=True)\n",
    "data = data[data['volume']!=0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "vwap开始计算\n",
      "多进程(多code处理)计算vwap:2312.0994269275665\n",
      "开始计算apb\n",
      "多进程(多code处理)计算apb:3339.2367733412925\n",
      "计算完毕\n"
     ]
    }
   ],
   "source": [
    "# 多进程计算\n",
    "\n",
    "start = time.time()\n",
    "print('vwap开始计算...')\n",
    "ids = get_group_ids(data, key='code')\n",
    "vwap = apply_parl(data.groupby(ids), rolling_5vwap)\n",
    "\n",
    "end = time.time()\n",
    "print(\"多进程(多个code处理)计算vwap :\" + str(end - start))\n",
    "\n",
    "data = data.reindex(vwap.index)\n",
    "data['vwap'] = vwap\n",
    "\n",
    "print('开始计算apb...')\n",
    "\n",
    "start = time.time()\n",
    "\n",
    "ids = get_group_ids(data, key='code')\n",
    "apb = apply_parl(data.groupby(ids), rolling_5apb)\n",
    "\n",
    "end = time.time()\n",
    "\n",
    "print(\"多进程(多个code处理)计算apb :\" + str(end - start))\n",
    "\n",
    "data = data.reindex(apb.index)\n",
    "data['apb'] = apb\n",
    "\n",
    "print('计算完毕...')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 存储\n",
    "data.to_csv('../../Data/apb_5d.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 生成30日买卖压因子（apb_30d）\n",
    "- 基于过去30个交易日滚动计算APB，再过去30个交易日求均值。\n",
    "- 在过去30个交易日中，少于15个交易日有数据的股票不计算日度因子；在过去30个交易日中，少于15个交易日有因子数据的股票不计算apb_30d因子。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "vwap开始计算\n",
      "多进程(多code处理)计算vwap:1721.9094269275665\n",
      "开始计算apb\n",
      "多进程(多code处理)计算apb:2038.2357723712921\n",
      "计算完毕\n"
     ]
    }
   ],
   "source": [
    "start = time.time()\n",
    "print('vwap开始计算...')\n",
    "ids = get_group_ids(data, key='code')\n",
    "vwap = apply_parl(data.groupby(ids), rolling_30vwap)\n",
    "\n",
    "end = time.time()\n",
    "print(\"多进程(多个code处理)计算vwap :\" + str(end - start))\n",
    "\n",
    "data = data.reindex(vwap.index)\n",
    "data['vwap'] = vwap\n",
    "\n",
    "print('开始计算apb...')\n",
    "\n",
    "start = time.time()\n",
    "\n",
    "ids = get_group_ids(data, key='code')\n",
    "apb = apply_parl(data.groupby(ids), rolling_30apb)\n",
    "\n",
    "end = time.time()\n",
    "\n",
    "print(\"多进程(多个code处理)计算apb :\" + str(end - start))\n",
    "\n",
    "data = data.reindex(apb.index)\n",
    "data['apb'] = apb\n",
    "\n",
    "print('计算完毕...')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 存储\n",
    "data.to_csv('../../Data/apb_30d.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 第二部分：因子分析分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_factor(path):\n",
    "\n",
    "    df = pd.read_csv(path, index_col=[0, 1], parse_dates=True)\n",
    "    log_apb = np.log(df['apb'])\n",
    "    apb_30d = log_apb.groupby(level='code').transform(\n",
    "        lambda x: x.rolling(30).mean())\n",
    "\n",
    "    factor_ser = apb_30d.swaplevel().sort_index()\n",
    "    factor_ser.index.names = ['date', 'assent']\n",
    "\n",
    "    return factor_ser\n",
    "\n",
    "\n",
    "def GetFactorRet(xdf: pd.DataFrame):\n",
    "    \n",
    "    factor_returns = pd.pivot_table(\n",
    "        xdf.reset_index(), index='date', columns='factor_quantile', values=1)\n",
    "    \n",
    "    factor_returns['long/short'] = factor_returns[5] - factor_returns[1]\n",
    "    \n",
    "    return factor_returns\n",
    "\n",
    "def factor_summary(factor_list: list) -> pd.DataFrame:\n",
    "    \n",
    "    t_list = []\n",
    "    f_list = []\n",
    "    for f_df in factor_list:\n",
    "        \n",
    "        t_list.append(pd.Series(GetTReport(f_df)))\n",
    "        f_list.append(pd.Series(GetICReport(f_df)))\n",
    "        \n",
    "    return pd.concat(t_list,axis=1),pd.concat(f_list,axis=1)\n",
    "        \n",
    "def GetTReport(factor_df: pd.DataFrame):\n",
    "\n",
    "    rept = {}\n",
    "    tvalue_ser = factor_df.groupby(level='date').apply(\n",
    "        lambda x: Get_Tvalue(x['factor'], x[1]))\n",
    "    abs_tvalue_ser = abs(tvalue_ser)\n",
    "\n",
    "    rept['t均值'] = tvalue_ser.mean()\n",
    "    rept['|t|均值'] = abs_tvalue_ser.mean()\n",
    "    rept['|t|>2占比'] = np.sum(\n",
    "        np.where(abs_tvalue_ser > 2, 1, 0)) / len(abs_tvalue_ser)\n",
    "    rept['因子收益均值'] = np.mean(factor_df[1])\n",
    "\n",
    "    return rept\n",
    "\n",
    "\n",
    "def GetICReport(factor_df: pd.DataFrame):\n",
    "\n",
    "    rept = {}\n",
    "    rank_IC = factor_df.groupby(level='date').apply(\n",
    "        lambda x: st.pearsonr(x[1].rank(), x['factor'].rank())[0])\n",
    "\n",
    "    rept['ic均值'] = rank_IC.mean()\n",
    "    rept['ic标准差'] = rank_IC.std()\n",
    "    rept['IC_IR'] = rank_IC.mean()/rank_IC.std()\n",
    "    rept['IC大于0的比率'] = len(rank_IC[rank_IC > 0])/len(rank_IC)\n",
    "    \n",
    "    return rept\n",
    "\n",
    "# t_value\n",
    "\n",
    "\n",
    "def Get_Tvalue(factor, returns):\n",
    "    x = sm.add_constant(factor)\n",
    "    mod = sm.OLS(returns, x)\n",
    "    res = mod.fit()\n",
    "\n",
    "    return res.tvalues[0]\n",
    "\n",
    "\n",
    "\n",
    "def GetRisk(factor_df:pd.DataFrame):\n",
    "    \n",
    "    f_returns = GetFactorRet(factor_df)\n",
    "    f_cum = (1+f_returns).cumprod()\n",
    "    \n",
    "    # 计算年化收益率\n",
    "    annual_ret = (f_cum.iloc[-1] - 1)**(250. / float(len(f_cum))) - 1\n",
    "    \n",
    "    # 计算累计收益率\n",
    "    cum_ret_rate = f_cum.iloc[-1] - 1\n",
    "    \n",
    "    mdd = GetMaxdrawdown(f_cum)\n",
    "                                        \n",
    "    # \n",
    "    volatility = np.std(f_returns)*np.sqrt(250)\n",
    "    shape = (annual_ret-0.04) / volatility\n",
    "    \n",
    "    df = pd.concat([annual_ret,cum_ret_rate,mdd,shape,volatility],axis=1)\n",
    "    df.columns = ['年化收益','累计收益','最大回撤','夏普','波动率']\n",
    "    return df\n",
    "\n",
    "def GetMaxdrawdown(df:pd.DataFrame):\n",
    "    \n",
    "    md = {}\n",
    "    for label,col in df.items():\n",
    "        \n",
    "        # 最大回撤\n",
    "        max_nv = np.maximum.accumulate(col)\n",
    "        mdd = -np.min(col/max_nv-1)\n",
    "        \n",
    "        md[label] = mdd\n",
    "        \n",
    "    return pd.Series(md)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "apb_1d\n"
     ]
    },
    {
     "data": {
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>apb</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th>assent</th>\n",
       "      <th></th>\n",
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       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">2019-12-31</th>\n",
       "      <th>603995.XSHG</th>\n",
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       "    <tr>\n",
       "      <th>603996.XSHG</th>\n",
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       "    <tr>\n",
       "      <th>603997.XSHG</th>\n",
       "      <td>-0.000593</td>\n",
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       "    <tr>\n",
       "      <th>603998.XSHG</th>\n",
       "      <td>-0.001333</td>\n",
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       "    <tr>\n",
       "      <th>603999.XSHG</th>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             apb\n",
       "date       assent               \n",
       "2019-12-31 603995.XSHG       NaN\n",
       "           603996.XSHG -0.001648\n",
       "           603997.XSHG -0.000593\n",
       "           603998.XSHG -0.001333\n",
       "           603999.XSHG -0.000998"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "apb_5d\n"
     ]
    },
    {
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>apb</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th>assent</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">2019-12-31</th>\n",
       "      <th>603949.XSHG</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603958.XSHG</th>\n",
       "      <td>-0.003343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603963.XSHG</th>\n",
       "      <td>-0.000483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603968.XSHG</th>\n",
       "      <td>0.000332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603976.XSHG</th>\n",
       "      <td>-0.002123</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             apb\n",
       "date       assent               \n",
       "2019-12-31 603949.XSHG       NaN\n",
       "           603958.XSHG -0.003343\n",
       "           603963.XSHG -0.000483\n",
       "           603968.XSHG  0.000332\n",
       "           603976.XSHG -0.002123"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "apb_30d\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>apb</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th>assent</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">2019-12-31</th>\n",
       "      <th>603995.XSHG</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603996.XSHG</th>\n",
       "      <td>-0.002563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603997.XSHG</th>\n",
       "      <td>-0.000766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603998.XSHG</th>\n",
       "      <td>0.000329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603999.XSHG</th>\n",
       "      <td>-0.004468</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             apb\n",
       "date       assent               \n",
       "2019-12-31 603995.XSHG       NaN\n",
       "           603996.XSHG -0.002563\n",
       "           603997.XSHG -0.000766\n",
       "           603998.XSHG  0.000329\n",
       "           603999.XSHG -0.004468"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 读取因子数据\n",
    "factor_1d = load_factor('../../Data/apb_1d.csv')\n",
    "factor_5d = load_factor('../../Data/apb_5d.csv')\n",
    "factor_30d = load_factor('../../Data/apb_30d.csv')\n",
    "\n",
    "# 因子回测期间\n",
    "factor_1d = factor_1d.loc['2014-01-02':'2019-12-31']\n",
    "factor_5d = factor_5d.loc['2014-01-02':'2019-12-31']\n",
    "factor_30d = factor_30d.loc['2014-02-18':'2019-12-31']\n",
    "\n",
    "print('apb_1d')\n",
    "alphalens.utils.print_table(factor_1d.tail())\n",
    "\n",
    "print('apb_5d')\n",
    "alphalens.utils.print_table(factor_5d.tail())\n",
    "\n",
    "print('apb_30d')\n",
    "alphalens.utils.print_table(factor_30d.tail())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>code</th>\n",
       "      <th>000001.XSHE</th>\n",
       "      <th>000002.XSHE</th>\n",
       "      <th>000004.XSHE</th>\n",
       "      <th>000005.XSHE</th>\n",
       "      <th>000006.XSHE</th>\n",
       "      <th>000007.XSHE</th>\n",
       "      <th>000008.XSHE</th>\n",
       "      <th>000009.XSHE</th>\n",
       "      <th>000010.XSHE</th>\n",
       "      <th>000011.XSHE</th>\n",
       "      <th>000012.XSHE</th>\n",
       "      <th>000014.XSHE</th>\n",
       "      <th>000016.XSHE</th>\n",
       "      <th>000017.XSHE</th>\n",
       "      <th>000019.XSHE</th>\n",
       "      <th>000020.XSHE</th>\n",
       "      <th>000021.XSHE</th>\n",
       "      <th>000023.XSHE</th>\n",
       "      <th>000025.XSHE</th>\n",
       "      <th>000026.XSHE</th>\n",
       "      <th>000027.XSHE</th>\n",
       "      <th>000028.XSHE</th>\n",
       "      <th>000029.XSHE</th>\n",
       "      <th>000030.XSHE</th>\n",
       "      <th>000031.XSHE</th>\n",
       "      <th>000032.XSHE</th>\n",
       "      <th>000034.XSHE</th>\n",
       "      <th>000035.XSHE</th>\n",
       "      <th>000036.XSHE</th>\n",
       "      <th>000037.XSHE</th>\n",
       "      <th>000038.XSHE</th>\n",
       "      <th>000039.XSHE</th>\n",
       "      <th>000040.XSHE</th>\n",
       "      <th>000042.XSHE</th>\n",
       "      <th>000045.XSHE</th>\n",
       "      <th>000046.XSHE</th>\n",
       "      <th>000048.XSHE</th>\n",
       "      <th>000049.XSHE</th>\n",
       "      <th>000050.XSHE</th>\n",
       "      <th>000055.XSHE</th>\n",
       "      <th>...</th>\n",
       "      <th>603929.XSHG</th>\n",
       "      <th>603933.XSHG</th>\n",
       "      <th>603936.XSHG</th>\n",
       "      <th>603937.XSHG</th>\n",
       "      <th>603938.XSHG</th>\n",
       "      <th>603939.XSHG</th>\n",
       "      <th>603948.XSHG</th>\n",
       "      <th>603949.XSHG</th>\n",
       "      <th>603955.XSHG</th>\n",
       "      <th>603956.XSHG</th>\n",
       "      <th>603958.XSHG</th>\n",
       "      <th>603959.XSHG</th>\n",
       "      <th>603960.XSHG</th>\n",
       "      <th>603963.XSHG</th>\n",
       "      <th>603966.XSHG</th>\n",
       "      <th>603967.XSHG</th>\n",
       "      <th>603968.XSHG</th>\n",
       "      <th>603969.XSHG</th>\n",
       "      <th>603970.XSHG</th>\n",
       "      <th>603976.XSHG</th>\n",
       "      <th>603977.XSHG</th>\n",
       "      <th>603978.XSHG</th>\n",
       "      <th>603979.XSHG</th>\n",
       "      <th>603980.XSHG</th>\n",
       "      <th>603982.XSHG</th>\n",
       "      <th>603983.XSHG</th>\n",
       "      <th>603985.XSHG</th>\n",
       "      <th>603986.XSHG</th>\n",
       "      <th>603987.XSHG</th>\n",
       "      <th>603988.XSHG</th>\n",
       "      <th>603989.XSHG</th>\n",
       "      <th>603990.XSHG</th>\n",
       "      <th>603991.XSHG</th>\n",
       "      <th>603992.XSHG</th>\n",
       "      <th>603993.XSHG</th>\n",
       "      <th>603995.XSHG</th>\n",
       "      <th>603996.XSHG</th>\n",
       "      <th>603997.XSHG</th>\n",
       "      <th>603998.XSHG</th>\n",
       "      <th>603999.XSHG</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-11-20</th>\n",
       "      <td>7.47</td>\n",
       "      <td>6.94</td>\n",
       "      <td>12.19</td>\n",
       "      <td>2.75</td>\n",
       "      <td>4.92</td>\n",
       "      <td>9.34</td>\n",
       "      <td>2.23</td>\n",
       "      <td>4.66</td>\n",
       "      <td>7.77</td>\n",
       "      <td>6.84</td>\n",
       "      <td>5.39</td>\n",
       "      <td>11.21</td>\n",
       "      <td>1.72</td>\n",
       "      <td>4.19</td>\n",
       "      <td>3.82</td>\n",
       "      <td>6.65</td>\n",
       "      <td>5.13</td>\n",
       "      <td>7.88</td>\n",
       "      <td>5.13</td>\n",
       "      <td>6.93</td>\n",
       "      <td>3.28</td>\n",
       "      <td>37.21</td>\n",
       "      <td>3.92</td>\n",
       "      <td>3.93</td>\n",
       "      <td>3.76</td>\n",
       "      <td>7.64</td>\n",
       "      <td>4.17</td>\n",
       "      <td>5.89</td>\n",
       "      <td>2.01</td>\n",
       "      <td>3.96</td>\n",
       "      <td>7.40</td>\n",
       "      <td>10.51</td>\n",
       "      <td>4.12</td>\n",
       "      <td>12.28</td>\n",
       "      <td>7.44</td>\n",
       "      <td>4.31</td>\n",
       "      <td>9.31</td>\n",
       "      <td>38.89</td>\n",
       "      <td>11.30</td>\n",
       "      <td>3.36</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-21</th>\n",
       "      <td>7.32</td>\n",
       "      <td>6.84</td>\n",
       "      <td>12.16</td>\n",
       "      <td>2.73</td>\n",
       "      <td>5.02</td>\n",
       "      <td>9.43</td>\n",
       "      <td>2.26</td>\n",
       "      <td>4.86</td>\n",
       "      <td>7.78</td>\n",
       "      <td>6.78</td>\n",
       "      <td>5.39</td>\n",
       "      <td>11.45</td>\n",
       "      <td>1.71</td>\n",
       "      <td>4.19</td>\n",
       "      <td>3.80</td>\n",
       "      <td>6.52</td>\n",
       "      <td>5.08</td>\n",
       "      <td>7.80</td>\n",
       "      <td>5.07</td>\n",
       "      <td>7.01</td>\n",
       "      <td>3.24</td>\n",
       "      <td>36.91</td>\n",
       "      <td>3.86</td>\n",
       "      <td>3.87</td>\n",
       "      <td>3.70</td>\n",
       "      <td>7.56</td>\n",
       "      <td>4.16</td>\n",
       "      <td>5.84</td>\n",
       "      <td>1.98</td>\n",
       "      <td>3.93</td>\n",
       "      <td>7.43</td>\n",
       "      <td>10.46</td>\n",
       "      <td>4.12</td>\n",
       "      <td>12.45</td>\n",
       "      <td>7.42</td>\n",
       "      <td>4.29</td>\n",
       "      <td>9.31</td>\n",
       "      <td>37.80</td>\n",
       "      <td>11.22</td>\n",
       "      <td>3.36</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-22</th>\n",
       "      <td>7.23</td>\n",
       "      <td>6.77</td>\n",
       "      <td>12.08</td>\n",
       "      <td>2.72</td>\n",
       "      <td>5.21</td>\n",
       "      <td>9.43</td>\n",
       "      <td>2.27</td>\n",
       "      <td>4.86</td>\n",
       "      <td>7.88</td>\n",
       "      <td>6.84</td>\n",
       "      <td>5.45</td>\n",
       "      <td>11.47</td>\n",
       "      <td>1.70</td>\n",
       "      <td>4.19</td>\n",
       "      <td>3.84</td>\n",
       "      <td>6.55</td>\n",
       "      <td>5.09</td>\n",
       "      <td>7.80</td>\n",
       "      <td>5.00</td>\n",
       "      <td>6.94</td>\n",
       "      <td>3.23</td>\n",
       "      <td>37.02</td>\n",
       "      <td>3.87</td>\n",
       "      <td>3.89</td>\n",
       "      <td>3.70</td>\n",
       "      <td>7.50</td>\n",
       "      <td>4.16</td>\n",
       "      <td>5.82</td>\n",
       "      <td>1.96</td>\n",
       "      <td>4.02</td>\n",
       "      <td>7.38</td>\n",
       "      <td>10.42</td>\n",
       "      <td>4.11</td>\n",
       "      <td>12.29</td>\n",
       "      <td>7.42</td>\n",
       "      <td>4.21</td>\n",
       "      <td>9.31</td>\n",
       "      <td>39.19</td>\n",
       "      <td>11.18</td>\n",
       "      <td>3.37</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-25</th>\n",
       "      <td>7.22</td>\n",
       "      <td>6.71</td>\n",
       "      <td>12.17</td>\n",
       "      <td>2.65</td>\n",
       "      <td>5.03</td>\n",
       "      <td>9.42</td>\n",
       "      <td>2.26</td>\n",
       "      <td>4.85</td>\n",
       "      <td>7.73</td>\n",
       "      <td>6.70</td>\n",
       "      <td>5.39</td>\n",
       "      <td>11.02</td>\n",
       "      <td>1.72</td>\n",
       "      <td>4.19</td>\n",
       "      <td>3.84</td>\n",
       "      <td>6.72</td>\n",
       "      <td>5.16</td>\n",
       "      <td>7.88</td>\n",
       "      <td>5.08</td>\n",
       "      <td>6.91</td>\n",
       "      <td>3.26</td>\n",
       "      <td>36.61</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.88</td>\n",
       "      <td>3.66</td>\n",
       "      <td>7.54</td>\n",
       "      <td>4.19</td>\n",
       "      <td>5.69</td>\n",
       "      <td>1.93</td>\n",
       "      <td>4.18</td>\n",
       "      <td>7.39</td>\n",
       "      <td>10.23</td>\n",
       "      <td>4.09</td>\n",
       "      <td>12.19</td>\n",
       "      <td>7.41</td>\n",
       "      <td>4.24</td>\n",
       "      <td>9.31</td>\n",
       "      <td>39.20</td>\n",
       "      <td>11.21</td>\n",
       "      <td>3.37</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-26</th>\n",
       "      <td>7.27</td>\n",
       "      <td>6.73</td>\n",
       "      <td>12.47</td>\n",
       "      <td>2.65</td>\n",
       "      <td>4.99</td>\n",
       "      <td>9.55</td>\n",
       "      <td>2.23</td>\n",
       "      <td>4.89</td>\n",
       "      <td>7.73</td>\n",
       "      <td>6.70</td>\n",
       "      <td>5.41</td>\n",
       "      <td>11.13</td>\n",
       "      <td>1.72</td>\n",
       "      <td>4.19</td>\n",
       "      <td>3.85</td>\n",
       "      <td>6.71</td>\n",
       "      <td>5.22</td>\n",
       "      <td>7.92</td>\n",
       "      <td>5.20</td>\n",
       "      <td>7.03</td>\n",
       "      <td>3.27</td>\n",
       "      <td>36.31</td>\n",
       "      <td>3.84</td>\n",
       "      <td>3.92</td>\n",
       "      <td>3.69</td>\n",
       "      <td>7.63</td>\n",
       "      <td>4.26</td>\n",
       "      <td>5.73</td>\n",
       "      <td>1.93</td>\n",
       "      <td>4.10</td>\n",
       "      <td>7.50</td>\n",
       "      <td>10.34</td>\n",
       "      <td>4.10</td>\n",
       "      <td>12.19</td>\n",
       "      <td>7.47</td>\n",
       "      <td>4.23</td>\n",
       "      <td>9.31</td>\n",
       "      <td>42.28</td>\n",
       "      <td>11.30</td>\n",
       "      <td>3.40</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "code        000001.XSHE  000002.XSHE     ...       603998.XSHG  603999.XSHG\n",
       "time                                     ...                               \n",
       "2013-11-20         7.47         6.94     ...               NaN          NaN\n",
       "2013-11-21         7.32         6.84     ...               NaN          NaN\n",
       "2013-11-22         7.23         6.77     ...               NaN          NaN\n",
       "2013-11-25         7.22         6.71     ...               NaN          NaN\n",
       "2013-11-26         7.27         6.73     ...               NaN          NaN\n",
       "\n",
       "[5 rows x 3711 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 获取收盘数据\n",
    "# 数据前推30日后推15日\n",
    "pricing = get_price(security_list,begin_date,OffsetDate(end_date,15),fields='close',panel=False)\n",
    "pricing = pd.pivot_table(pricing, index = 'time', columns = 'code', values = 'close').shift(-1)\n",
    "\n",
    "# 查看数据结构\n",
    "pricing.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropped 22.0% entries from factor data (22.0% after in forward returns computation and 0.0% in binning phase). Set max_loss=0 to see potentially suppressed Exceptions.\n",
      "Dropped 20.2% entries from factor data (20.2% after in forward returns computation and 0.0% in binning phase). Set max_loss=0 to see potentially suppressed Exceptions.\n",
      "Dropped 3.3% entries from factor data (3.3% after in forward returns computation and 0.0% in binning phase). Set max_loss=0 to see potentially suppressed Exceptions.\n"
     ]
    }
   ],
   "source": [
    "# Ingest and format data\n",
    "apb_30d = alphalens.utils.get_clean_factor_and_forward_returns(\n",
    "    factor_30d, pricing, quantiles=5, periods=(1,))\n",
    "\n",
    "apb_5d = alphalens.utils.get_clean_factor_and_forward_returns(\n",
    "    factor_5d, pricing, quantiles=5, periods=(1,))\n",
    "\n",
    "apb_1d = alphalens.utils.get_clean_factor_and_forward_returns(\n",
    "    factor_1d, pricing, quantiles=5, periods=(1,))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "回归法结果分析 \n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>t均值</th>\n",
       "      <th>|t|均值</th>\n",
       "      <th>|t|&gt;2占比</th>\n",
       "      <th>因子收益均值</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>apb_1d</th>\n",
       "      <td>3.806882</td>\n",
       "      <td>24.359616</td>\n",
       "      <td>0.925496</td>\n",
       "      <td>0.000548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>apb_5d</th>\n",
       "      <td>1.514841</td>\n",
       "      <td>11.240704</td>\n",
       "      <td>0.855182</td>\n",
       "      <td>0.000491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>apb_30d</th>\n",
       "      <td>3.681558</td>\n",
       "      <td>28.073291</td>\n",
       "      <td>0.949538</td>\n",
       "      <td>0.000465</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              t均值      |t|均值   |t|>2占比    因子收益均值\n",
       "apb_1d   3.806882  24.359616  0.925496  0.000548\n",
       "apb_5d   1.514841  11.240704  0.855182  0.000491\n",
       "apb_30d  3.681558  28.073291  0.949538  0.000465"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IC结果分析 \n"
     ]
    },
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ic均值</th>\n",
       "      <th>ic标准差</th>\n",
       "      <th>IC_IR</th>\n",
       "      <th>IC大于0的比率</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>apb_1d</th>\n",
       "      <td>0.026322</td>\n",
       "      <td>0.077095</td>\n",
       "      <td>0.341418</td>\n",
       "      <td>0.674641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>apb_5d</th>\n",
       "      <td>0.026386</td>\n",
       "      <td>0.099890</td>\n",
       "      <td>0.264152</td>\n",
       "      <td>0.606726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>apb_30d</th>\n",
       "      <td>0.004416</td>\n",
       "      <td>0.069918</td>\n",
       "      <td>0.063164</td>\n",
       "      <td>0.521677</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ic均值     ic标准差     IC_IR  IC大于0的比率\n",
       "apb_1d   0.026322  0.077095  0.341418  0.674641\n",
       "apb_5d   0.026386  0.099890  0.264152  0.606726\n",
       "apb_30d  0.004416  0.069918  0.063164  0.521677"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "因子收益分析\n",
      "----------------------------------------\n",
      "apb_1d\n"
     ]
    },
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>long/short</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>年化收益</th>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.124040</td>\n",
       "      <td>0.009198</td>\n",
       "      <td>0.121464</td>\n",
       "      <td>0.105732</td>\n",
       "      <td>0.252549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>累计收益</th>\n",
       "      <td>-0.421553</td>\n",
       "      <td>0.460699</td>\n",
       "      <td>1.055045</td>\n",
       "      <td>1.955886</td>\n",
       "      <td>1.800686</td>\n",
       "      <td>3.735040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>最大回撤</th>\n",
       "      <td>0.846773</td>\n",
       "      <td>0.737191</td>\n",
       "      <td>0.657118</td>\n",
       "      <td>0.554889</td>\n",
       "      <td>0.562464</td>\n",
       "      <td>0.188920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>夏普</th>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.502274</td>\n",
       "      <td>-0.095602</td>\n",
       "      <td>0.254429</td>\n",
       "      <td>0.195933</td>\n",
       "      <td>1.995010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>波动率</th>\n",
       "      <td>0.329314</td>\n",
       "      <td>0.326595</td>\n",
       "      <td>0.322185</td>\n",
       "      <td>0.320184</td>\n",
       "      <td>0.335481</td>\n",
       "      <td>0.106540</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             1         2         3         4         5  long/short\n",
       "年化收益       NaN -0.124040  0.009198  0.121464  0.105732    0.252549\n",
       "累计收益 -0.421553  0.460699  1.055045  1.955886  1.800686    3.735040\n",
       "最大回撤  0.846773  0.737191  0.657118  0.554889  0.562464    0.188920\n",
       "夏普         NaN -0.502274 -0.095602  0.254429  0.195933    1.995010\n",
       "波动率   0.329314  0.326595  0.322185  0.320184  0.335481    0.106540"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "apb_5d\n"
     ]
    },
    {
     "data": {
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       "      <th>long/short</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>年化收益</th>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.129266</td>\n",
       "      <td>0.072171</td>\n",
       "      <td>0.140424</td>\n",
       "      <td>0.125964</td>\n",
       "      <td>0.132001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>累计收益</th>\n",
       "      <td>-0.111427</td>\n",
       "      <td>0.446326</td>\n",
       "      <td>1.500997</td>\n",
       "      <td>2.150711</td>\n",
       "      <td>1.996572</td>\n",
       "      <td>2.059772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>最大回撤</th>\n",
       "      <td>0.794531</td>\n",
       "      <td>0.727575</td>\n",
       "      <td>0.611883</td>\n",
       "      <td>0.542913</td>\n",
       "      <td>0.554326</td>\n",
       "      <td>0.097685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>夏普</th>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.509520</td>\n",
       "      <td>0.100594</td>\n",
       "      <td>0.323372</td>\n",
       "      <td>0.270600</td>\n",
       "      <td>0.896508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>波动率</th>\n",
       "      <td>0.351222</td>\n",
       "      <td>0.332207</td>\n",
       "      <td>0.319813</td>\n",
       "      <td>0.310552</td>\n",
       "      <td>0.317680</td>\n",
       "      <td>0.102622</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             1         2         3         4         5  long/short\n",
       "年化收益       NaN -0.129266  0.072171  0.140424  0.125964    0.132001\n",
       "累计收益 -0.111427  0.446326  1.500997  2.150711  1.996572    2.059772\n",
       "最大回撤  0.794531  0.727575  0.611883  0.542913  0.554326    0.097685\n",
       "夏普         NaN -0.509520  0.100594  0.323372  0.270600    0.896508\n",
       "波动率   0.351222  0.332207  0.319813  0.310552  0.317680    0.102622"
      ]
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     "metadata": {},
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    },
    {
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     "output_type": "stream",
     "text": [
      "apb_30d\n"
     ]
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    {
     "data": {
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       "      <th>long/short</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>年化收益</th>\n",
       "      <td>-0.199663</td>\n",
       "      <td>-0.041225</td>\n",
       "      <td>0.009293</td>\n",
       "      <td>0.040381</td>\n",
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       "      <td>-0.117371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>累计收益</th>\n",
       "      <td>0.285509</td>\n",
       "      <td>0.789043</td>\n",
       "      <td>1.053439</td>\n",
       "      <td>1.249562</td>\n",
       "      <td>0.913634</td>\n",
       "      <td>0.495267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>最大回撤</th>\n",
       "      <td>0.696124</td>\n",
       "      <td>0.651841</td>\n",
       "      <td>0.624466</td>\n",
       "      <td>0.594700</td>\n",
       "      <td>0.650571</td>\n",
       "      <td>0.154255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>夏普</th>\n",
       "      <td>-0.714610</td>\n",
       "      <td>-0.257677</td>\n",
       "      <td>-0.097911</td>\n",
       "      <td>0.001180</td>\n",
       "      <td>-0.161167</td>\n",
       "      <td>-1.969240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>波动率</th>\n",
       "      <td>0.335376</td>\n",
       "      <td>0.315221</td>\n",
       "      <td>0.313620</td>\n",
       "      <td>0.322433</td>\n",
       "      <td>0.346977</td>\n",
       "      <td>0.079915</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             1         2         3         4         5  long/short\n",
       "年化收益 -0.199663 -0.041225  0.009293  0.040381 -0.015921   -0.117371\n",
       "累计收益  0.285509  0.789043  1.053439  1.249562  0.913634    0.495267\n",
       "最大回撤  0.696124  0.651841  0.624466  0.594700  0.650571    0.154255\n",
       "夏普   -0.714610 -0.257677 -0.097911  0.001180 -0.161167   -1.969240\n",
       "波动率   0.335376  0.315221  0.313620  0.322433  0.346977    0.079915"
      ]
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    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7eff6d2f5978>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 结果\n",
    "t_rept, f_rept = factor_summary([apb_1d, apb_5d, apb_30d])\n",
    "t_rept.columns = ['apb_1d', 'apb_5d', 'apb_30d']\n",
    "f_rept.columns = ['apb_1d', 'apb_5d', 'apb_30d']\n",
    "\n",
    "print('回归法结果分析 ')\n",
    "alphalens.utils.print_table(t_rept.T)\n",
    "\n",
    "print('IC结果分析 ')\n",
    "alphalens.utils.print_table(f_rept.T)\n",
    "\n",
    "print('因子收益分析')\n",
    "print('-'*40)\n",
    "print('apb_1d')\n",
    "alphalens.utils.print_table(GetRisk(apb_1d).T)\n",
    "\n",
    "print('apb_5d')\n",
    "alphalens.utils.print_table(GetRisk(apb_5d).T)\n",
    "\n",
    "print('apb_30d')\n",
    "alphalens.utils.print_table(GetRisk(apb_30d).T)\n",
    "\n",
    "# 图表\n",
    "(1+apb_1d.pipe(GetFactorRet)).cumprod().plot(figsize=(18, 8), title='apb_1d')\n",
    "(1+apb_5d.pipe(GetFactorRet)).cumprod().plot(figsize=(18, 8), title='apb_5d')\n",
    "(1+apb_30d.pipe(GetFactorRet)).cumprod().plot(figsize=(18, 8), title='apb_30d')"
   ]
  }
 ],
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